Deploying a naive HuggingFace inference server works fine in staging — until production load hits and latency spikes to 45 seconds. This guide walks through why standard LLM serving collapses under concurrency, how vLLM's PagedAttention solves the memory problem, and a complete Docker deployment with OpenAI-compatible API.